Deborah is a Mozilla fellow, interested in algorithmic auditing. She has worked closely with the Algorithmic Justice League initiative, founded by Joy Buolamwini of the MIT Media Lab, on several award-winning projects to highlight cases of bias in facial recognition. She was a mentee in Google AI’s flagship research mentorship cohort, working with their Ethical AI team on various projects to operationalize ethical considerations in ML practice, including the Model Cards documentation project, and SMACTR internal auditing framework. She was also recently a research fellow at the Partnership on AI, working on formalizing documentation practice in Machine Learning through their ABOUT ML initiative, as well as at the AI Now Institute at New York University pushing forward benchmarking and model evaluation norms. She was recently named to Forbes 30 Under 30 and MIT Tech Review 35 Under 35 Innovators.